Triple
T6803196
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Lightweight Fighter program |
E156235
|
entity |
| Predicate | influencedBy |
P9
|
FINISHED |
| Object |
Boyd energy-maneuverability theory
Boyd energy-maneuverability theory is a fighter aircraft performance framework developed by U.S. Air Force Colonel John Boyd that uses energy concepts to analyze and optimize an aircraft’s maneuverability and combat effectiveness.
|
E620241
|
NE FINISHED |
How this triple was built (4 steps)
Every LLM step that produced this triple, in pipeline order — named-entity classification, the disambiguation choices (the exact options shown, with the pick highlighted), and the generated description. The batch + timestamp of each is in the Provenance table below.
NER
Named-entity recognition
gpt-5-mini
Instruction
Given a phrase, classify it is english named entity (e.g., persons, organizations, works of art) in Latin script, or not (e.g., literals, dates, URLs, verbose phrases). For disambiguation, the statement where the phrase occurs as object is also given. Please return a JSON object with `phrase` (string, the phrase being analyzed) and `is_ne` (boolean, indicating whether the phrase is a Named Entity).
Input
Phrase: Boyd energy-maneuverability theory | Statement: [Lightweight Fighter program, influencedBy, Boyd energy-maneuverability theory]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Boyd energy-maneuverability theory Context triple: [Lightweight Fighter program, influencedBy, Boyd energy-maneuverability theory]
-
A.
Maneuvering Characteristics Augmentation System
The Maneuvering Characteristics Augmentation System (MCAS) is an automated flight-control feature on Boeing 737 MAX aircraft designed to adjust the aircraft’s pitch based on sensor inputs, and it became widely known after its role in two fatal crashes led to the global grounding of the MAX fleet.
-
B.
Missiles and Fire Control
Missiles and Fire Control is a major Lockheed Martin business unit specializing in advanced missile systems, fire control solutions, and related defense technologies for military and aerospace applications.
-
C.
Journal of Guidance, Control, and Dynamics
The Journal of Guidance, Control, and Dynamics is a peer-reviewed scientific journal that publishes research on the theory and application of guidance, navigation, and control in aerospace and related fields.
-
D.
Joint Unmanned Combat Air Systems
Joint Unmanned Combat Air Systems was a U.S. defense research program aimed at developing and demonstrating advanced unmanned combat air vehicles for strike and surveillance missions.
-
E.
J. Aircraft
J. Aircraft is the standard abbreviation for the Journal of Aircraft, a peer-reviewed scholarly journal focusing on research in aeronautics and aerospace engineering.
- F. None of above. chosen
- G. Unsure - the case is ambiguous/there is not enough information to decide.
NEDg
Description generation
gpt-5.1
Instruction
Generate a one-sentence description of the target entity. You are given a context triple in the form (subject, predicate, object), where the object is the target entity. # Instructions Use the triple to infer relevant information about the entity. Describe the entity based on what is most defining, well-known. Avoid repeating the information from the triple, unless really essential. # Response Format Return only the sentence: "Description: [one-sentence description of the target entity]"
Input
Entity: Boyd energy-maneuverability theory Triple: [Lightweight Fighter program, influencedBy, Boyd energy-maneuverability theory]
Generated description
Boyd energy-maneuverability theory is a fighter aircraft performance framework developed by U.S. Air Force Colonel John Boyd that uses energy concepts to analyze and optimize an aircraft’s maneuverability and combat effectiveness.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Boyd energy-maneuverability theory Target entity description: Boyd energy-maneuverability theory is a fighter aircraft performance framework developed by U.S. Air Force Colonel John Boyd that uses energy concepts to analyze and optimize an aircraft’s maneuverability and combat effectiveness.
-
A.
Maneuvering Characteristics Augmentation System
The Maneuvering Characteristics Augmentation System (MCAS) is an automated flight-control feature on Boeing 737 MAX aircraft designed to adjust the aircraft’s pitch based on sensor inputs, and it became widely known after its role in two fatal crashes led to the global grounding of the MAX fleet.
-
B.
Missiles and Fire Control
Missiles and Fire Control is a major Lockheed Martin business unit specializing in advanced missile systems, fire control solutions, and related defense technologies for military and aerospace applications.
-
C.
Journal of Guidance, Control, and Dynamics
The Journal of Guidance, Control, and Dynamics is a peer-reviewed scientific journal that publishes research on the theory and application of guidance, navigation, and control in aerospace and related fields.
-
D.
Joint Unmanned Combat Air Systems
Joint Unmanned Combat Air Systems was a U.S. defense research program aimed at developing and demonstrating advanced unmanned combat air vehicles for strike and surveillance missions.
-
E.
J. Aircraft
J. Aircraft is the standard abbreviation for the Journal of Aircraft, a peer-reviewed scholarly journal focusing on research in aeronautics and aerospace engineering.
- F. None of above. chosen
Provenance (5 batches)
The batch behind each pipeline step, in order, with when it ran. Timestamps are batch-level — stages were processed in waves, so the object chain (NER → NED1 → NEDg → NED2) reads in order, but predicate / elicitation batches can sit in a different wave.
| Step | Stage | Batch ID | Status | When |
|---|---|---|---|---|
| creating | Elicitation | batch_69c68826e6a48190a3d220b541e639de |
completed | March 27, 2026, 1:37 p.m. |
| NER | Named-entity recognition | batch_69c6d2e8d7888190a837620967a150e3 |
completed | March 27, 2026, 6:56 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69c71a9da0ac8190878799d4780f9b28 |
completed | March 28, 2026, 12:02 a.m. |
| NEDg | Description generation | batch_69c71b88b27c8190b803f0e9f6402c44 |
completed | March 28, 2026, 12:06 a.m. |
| NED2 | Entity disambiguation (via description) | batch_69c71c95299c8190b149082ede7da88c |
completed | March 28, 2026, 12:11 a.m. |
Created at: March 27, 2026, 2:16 p.m.